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Update app.py
Browse files
app.py
CHANGED
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@@ -1,4 +1,9 @@
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import os
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import gradio as gr
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import chromadb
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@@ -11,11 +16,14 @@ COLLECTION_NAME = "neuro_course"
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INDEX = None
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-
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return "storage/chroma"
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-
def load_index():
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persist_dir = get_persist_dir()
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if not os.path.exists(persist_dir):
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@@ -34,6 +42,7 @@ def load_index():
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vector_store = ChromaVectorStore(chroma_collection=collection)
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storage_context = StorageContext.from_defaults(vector_store=vector_store)
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embed_model = HuggingFaceEmbedding(
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model_name="sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2"
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)
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@@ -45,19 +54,141 @@ def load_index():
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)
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def get_index():
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global INDEX
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if INDEX is None:
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INDEX = load_index()
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return INDEX
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if not message or not message.strip():
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return
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if not os.getenv("OPENAI_API_KEY"):
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-
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try:
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index = get_index()
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@@ -74,10 +205,10 @@ def ask_brainchat(message, history):
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)
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prompt = f"""
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You are BrainChat, a neurology and neuroanatomy tutor.
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Rules:
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- Answer only from the retrieved
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- If the answer is not supported by the retrieved material, say:
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"Not found in the course material."
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- Keep the answer clear and concise unless the user asks for more detail.
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@@ -85,29 +216,394 @@ Rules:
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- If the question is in English, answer in English.
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Question:
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{
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"""
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response = query_engine.query(prompt)
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-
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except Exception as e:
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with gr.Blocks() as demo:
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gr.
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)
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if __name__ == "__main__":
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demo.launch()
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import os
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import re
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import html
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from urllib.parse import quote
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from typing import List, Dict, Any, Optional
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import gradio as gr
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import chromadb
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INDEX = None
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# ---------------------------------------------------
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# DB loading
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# ---------------------------------------------------
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def get_persist_dir() -> str:
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return "storage/chroma"
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def load_index() -> VectorStoreIndex:
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persist_dir = get_persist_dir()
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if not os.path.exists(persist_dir):
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vector_store = ChromaVectorStore(chroma_collection=collection)
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storage_context = StorageContext.from_defaults(vector_store=vector_store)
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# MUST match the embedding model used when the DB was built
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embed_model = HuggingFaceEmbedding(
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model_name="sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2"
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)
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)
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def get_index() -> VectorStoreIndex:
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global INDEX
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if INDEX is None:
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INDEX = load_index()
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return INDEX
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# ---------------------------------------------------
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# Logo helpers
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# ---------------------------------------------------
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def detect_logo_url() -> Optional[str]:
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candidates = [
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"brainchat_logo.png",
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"Brain chat-09.png",
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"Brain Chat Imagen.svg",
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"BrainChatLogo.png",
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]
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for name in candidates:
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if os.path.exists(name):
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return f"/gradio_api/file={quote(name)}"
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return None
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# ---------------------------------------------------
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# Chat rendering helpers
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# ---------------------------------------------------
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def simple_markdown_to_html(text: str) -> str:
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text = html.escape(text)
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text = re.sub(r"^### (.+)$", r"<h3>\1</h3>", text, flags=re.MULTILINE)
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text = re.sub(r"^## (.+)$", r"<h2>\1</h2>", text, flags=re.MULTILINE)
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text = re.sub(r"^# (.+)$", r"<h1>\1</h1>", text, flags=re.MULTILINE)
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text = re.sub(r"\*\*(.+?)\*\*", r"<strong>\1</strong>", text)
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lines = text.split("\n")
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converted = []
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in_list = False
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for line in lines:
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if line.startswith("- "):
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if not in_list:
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converted.append("<ul>")
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in_list = True
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converted.append(f"<li>{line[2:]}</li>")
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else:
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if in_list:
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converted.append("</ul>")
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in_list = False
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converted.append(line)
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if in_list:
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converted.append("</ul>")
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text = "\n".join(converted)
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text = text.replace("\n", "<br>")
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return text
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def render_chat_html(history: List[Dict[str, Any]]) -> str:
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rows = []
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for msg in history:
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role = msg.get("role", "")
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content = msg.get("content", "")
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if not isinstance(content, str):
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content = str(content)
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content_html = simple_markdown_to_html(content)
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if role == "user":
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rows.append(
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f"""
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<div class="msg-row user-row">
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<div class="msg-bubble user-bubble">{content_html}</div>
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</div>
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"""
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)
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elif role == "assistant":
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rows.append(
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f"""
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<div class="msg-row bot-row">
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<div class="msg-bubble bot-bubble">{content_html}</div>
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</div>
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"""
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)
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+
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if not rows:
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rows.append(
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"""
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<div class="empty-chat">
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<div class="empty-text">
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Ask me anything about neurology and neuroanatomy.
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</div>
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</div>
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"""
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)
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return f"""
|
| 156 |
+
<div class="chat-inner" id="chat-inner">
|
| 157 |
+
{''.join(rows)}
|
| 158 |
+
</div>
|
| 159 |
+
<script>
|
| 160 |
+
const chatEl = document.getElementById("chat-inner");
|
| 161 |
+
if (chatEl) {{
|
| 162 |
+
chatEl.scrollTop = chatEl.scrollHeight;
|
| 163 |
+
}}
|
| 164 |
+
</script>
|
| 165 |
+
"""
|
| 166 |
+
|
| 167 |
+
|
| 168 |
+
def make_logo_html() -> str:
|
| 169 |
+
logo_url = detect_logo_url()
|
| 170 |
+
if logo_url:
|
| 171 |
+
return f'<img src="{logo_url}" class="logo-img" alt="BrainChat Logo">'
|
| 172 |
+
return '<div class="logo-fallback">BRAIN<br>CHAT</div>'
|
| 173 |
+
|
| 174 |
+
|
| 175 |
+
# ---------------------------------------------------
|
| 176 |
+
# Chat logic
|
| 177 |
+
# ---------------------------------------------------
|
| 178 |
+
def respond(message: str, history: List[Dict[str, Any]]):
|
| 179 |
+
if history is None:
|
| 180 |
+
history = []
|
| 181 |
+
|
| 182 |
if not message or not message.strip():
|
| 183 |
+
return history, render_chat_html(history), ""
|
| 184 |
+
|
| 185 |
+
user_text = message.strip()
|
| 186 |
+
history = history + [{"role": "user", "content": user_text}]
|
| 187 |
|
| 188 |
if not os.getenv("OPENAI_API_KEY"):
|
| 189 |
+
reply = "OPENAI_API_KEY is missing. Add it in Hugging Face Space Secrets."
|
| 190 |
+
history = history + [{"role": "assistant", "content": reply}]
|
| 191 |
+
return history, render_chat_html(history), ""
|
| 192 |
|
| 193 |
try:
|
| 194 |
index = get_index()
|
|
|
|
| 205 |
)
|
| 206 |
|
| 207 |
prompt = f"""
|
| 208 |
+
You are BrainChat, a friendly neurology and neuroanatomy tutor.
|
| 209 |
|
| 210 |
Rules:
|
| 211 |
+
- Answer only from the retrieved course and textbook material.
|
| 212 |
- If the answer is not supported by the retrieved material, say:
|
| 213 |
"Not found in the course material."
|
| 214 |
- Keep the answer clear and concise unless the user asks for more detail.
|
|
|
|
| 216 |
- If the question is in English, answer in English.
|
| 217 |
|
| 218 |
Question:
|
| 219 |
+
{user_text}
|
| 220 |
"""
|
| 221 |
|
| 222 |
response = query_engine.query(prompt)
|
| 223 |
+
answer = str(response)
|
| 224 |
|
| 225 |
except Exception as e:
|
| 226 |
+
answer = f"Error: {str(e)}"
|
| 227 |
+
|
| 228 |
+
history = history + [{"role": "assistant", "content": answer}]
|
| 229 |
+
return history, render_chat_html(history), ""
|
| 230 |
+
|
| 231 |
+
|
| 232 |
+
def clear_chat():
|
| 233 |
+
empty = []
|
| 234 |
+
return empty, render_chat_html(empty)
|
| 235 |
+
|
| 236 |
+
|
| 237 |
+
def noop():
|
| 238 |
+
return None
|
| 239 |
+
|
| 240 |
+
|
| 241 |
+
# ---------------------------------------------------
|
| 242 |
+
# CSS
|
| 243 |
+
# ---------------------------------------------------
|
| 244 |
+
CUSTOM_CSS = """
|
| 245 |
+
html, body, .gradio-container {
|
| 246 |
+
margin: 0 !important;
|
| 247 |
+
padding: 0 !important;
|
| 248 |
+
background: #dedede !important;
|
| 249 |
+
font-family: Arial, Helvetica, sans-serif !important;
|
| 250 |
+
}
|
| 251 |
+
|
| 252 |
+
.gradio-container {
|
| 253 |
+
min-height: 100vh !important;
|
| 254 |
+
}
|
| 255 |
+
|
| 256 |
+
#app-wrap {
|
| 257 |
+
display: flex;
|
| 258 |
+
justify-content: center;
|
| 259 |
+
padding: 18px 0 28px 0;
|
| 260 |
+
}
|
| 261 |
+
|
| 262 |
+
/* PHONE */
|
| 263 |
+
#phone-shell {
|
| 264 |
+
width: 430px;
|
| 265 |
+
max-width: 95vw;
|
| 266 |
+
height: 860px;
|
| 267 |
+
background: linear-gradient(180deg, #e8c7d4 0%, #a55ca2 48%, #2b0c46 100%);
|
| 268 |
+
border: 16px solid #000;
|
| 269 |
+
border-radius: 42px;
|
| 270 |
+
box-shadow: 0 0 0 4px #555;
|
| 271 |
+
position: relative;
|
| 272 |
+
overflow: hidden;
|
| 273 |
+
}
|
| 274 |
+
|
| 275 |
+
/* notch */
|
| 276 |
+
#top-decor {
|
| 277 |
+
position: absolute;
|
| 278 |
+
inset: 0 0 auto 0;
|
| 279 |
+
pointer-events: none;
|
| 280 |
+
z-index: 10;
|
| 281 |
+
}
|
| 282 |
+
|
| 283 |
+
.notch {
|
| 284 |
+
width: 170px;
|
| 285 |
+
height: 30px;
|
| 286 |
+
background: #000;
|
| 287 |
+
position: absolute;
|
| 288 |
+
top: 0;
|
| 289 |
+
left: 50%;
|
| 290 |
+
transform: translateX(-50%);
|
| 291 |
+
border-bottom-left-radius: 20px;
|
| 292 |
+
border-bottom-right-radius: 20px;
|
| 293 |
+
}
|
| 294 |
+
|
| 295 |
+
.speaker {
|
| 296 |
+
width: 56px;
|
| 297 |
+
height: 8px;
|
| 298 |
+
background: #5a5a5a;
|
| 299 |
+
border-radius: 999px;
|
| 300 |
+
position: absolute;
|
| 301 |
+
top: 11px;
|
| 302 |
+
left: 50%;
|
| 303 |
+
transform: translateX(-50%);
|
| 304 |
+
}
|
| 305 |
+
|
| 306 |
+
.camera {
|
| 307 |
+
width: 12px;
|
| 308 |
+
height: 12px;
|
| 309 |
+
background: #5a5a5a;
|
| 310 |
+
border-radius: 50%;
|
| 311 |
+
position: absolute;
|
| 312 |
+
top: 9px;
|
| 313 |
+
left: calc(50% + 56px);
|
| 314 |
+
}
|
| 315 |
+
|
| 316 |
+
/* logo */
|
| 317 |
+
#logo-holder {
|
| 318 |
+
margin-top: 72px;
|
| 319 |
+
display: flex;
|
| 320 |
+
justify-content: center;
|
| 321 |
+
align-items: center;
|
| 322 |
+
min-height: 130px;
|
| 323 |
+
background: transparent !important;
|
| 324 |
+
border: none !important;
|
| 325 |
+
box-shadow: none !important;
|
| 326 |
+
}
|
| 327 |
+
|
| 328 |
+
.logo-img {
|
| 329 |
+
width: 122px;
|
| 330 |
+
height: 122px;
|
| 331 |
+
object-fit: contain;
|
| 332 |
+
display: block;
|
| 333 |
+
margin: 0 auto;
|
| 334 |
+
}
|
| 335 |
+
|
| 336 |
+
.logo-fallback {
|
| 337 |
+
width: 122px;
|
| 338 |
+
height: 122px;
|
| 339 |
+
border-radius: 50%;
|
| 340 |
+
background: #f3ec4a;
|
| 341 |
+
color: #111;
|
| 342 |
+
font-weight: 800;
|
| 343 |
+
font-size: 24px;
|
| 344 |
+
line-height: 1.05;
|
| 345 |
+
display: flex;
|
| 346 |
+
align-items: center;
|
| 347 |
+
justify-content: center;
|
| 348 |
+
text-align: center;
|
| 349 |
+
}
|
| 350 |
|
| 351 |
+
/* chat area */
|
| 352 |
+
#chat-render {
|
| 353 |
+
height: 565px;
|
| 354 |
+
margin: 8px 18px 0 18px;
|
| 355 |
+
overflow: hidden;
|
| 356 |
+
background: transparent !important;
|
| 357 |
+
border: none !important;
|
| 358 |
+
box-shadow: none !important;
|
| 359 |
+
}
|
| 360 |
|
| 361 |
+
.chat-inner {
|
| 362 |
+
height: 100%;
|
| 363 |
+
overflow-y: auto;
|
| 364 |
+
padding: 6px 2px 10px 2px;
|
| 365 |
+
box-sizing: border-box;
|
| 366 |
+
scroll-behavior: smooth;
|
| 367 |
+
}
|
| 368 |
+
|
| 369 |
+
.chat-inner::-webkit-scrollbar {
|
| 370 |
+
width: 6px;
|
| 371 |
+
}
|
| 372 |
+
|
| 373 |
+
.chat-inner::-webkit-scrollbar-thumb {
|
| 374 |
+
background: rgba(255,255,255,0.35);
|
| 375 |
+
border-radius: 999px;
|
| 376 |
+
}
|
| 377 |
+
|
| 378 |
+
.msg-row {
|
| 379 |
+
display: flex;
|
| 380 |
+
width: 100%;
|
| 381 |
+
margin: 12px 0;
|
| 382 |
+
}
|
| 383 |
+
|
| 384 |
+
.user-row {
|
| 385 |
+
justify-content: flex-start;
|
| 386 |
+
}
|
| 387 |
+
|
| 388 |
+
.bot-row {
|
| 389 |
+
justify-content: flex-end;
|
| 390 |
+
}
|
| 391 |
+
|
| 392 |
+
.msg-bubble {
|
| 393 |
+
max-width: 78%;
|
| 394 |
+
padding: 15px 18px;
|
| 395 |
+
font-size: 17px;
|
| 396 |
+
line-height: 1.45;
|
| 397 |
+
box-sizing: border-box;
|
| 398 |
+
word-wrap: break-word;
|
| 399 |
+
overflow-wrap: break-word;
|
| 400 |
+
}
|
| 401 |
+
|
| 402 |
+
.user-bubble {
|
| 403 |
+
background: #f5f5f5;
|
| 404 |
+
color: #111;
|
| 405 |
+
border-radius: 24px;
|
| 406 |
+
border-bottom-left-radius: 6px;
|
| 407 |
+
}
|
| 408 |
+
|
| 409 |
+
.bot-bubble {
|
| 410 |
+
background: #efe88f;
|
| 411 |
+
color: #111;
|
| 412 |
+
border-radius: 24px;
|
| 413 |
+
border-bottom-right-radius: 6px;
|
| 414 |
+
}
|
| 415 |
+
|
| 416 |
+
.msg-bubble h1,
|
| 417 |
+
.msg-bubble h2,
|
| 418 |
+
.msg-bubble h3 {
|
| 419 |
+
margin: 6px 0 8px 0;
|
| 420 |
+
font-size: 18px;
|
| 421 |
+
}
|
| 422 |
+
|
| 423 |
+
.msg-bubble ul {
|
| 424 |
+
margin-top: 6px;
|
| 425 |
+
margin-bottom: 6px;
|
| 426 |
+
padding-left: 20px;
|
| 427 |
+
}
|
| 428 |
+
|
| 429 |
+
.empty-chat {
|
| 430 |
+
height: 100%;
|
| 431 |
+
display: flex;
|
| 432 |
+
align-items: center;
|
| 433 |
+
justify-content: center;
|
| 434 |
+
}
|
| 435 |
+
|
| 436 |
+
.empty-text {
|
| 437 |
+
color: rgba(255,255,255,0.95);
|
| 438 |
+
text-align: center;
|
| 439 |
+
font-size: 16px;
|
| 440 |
+
max-width: 250px;
|
| 441 |
+
}
|
| 442 |
+
|
| 443 |
+
/* bottom bar */
|
| 444 |
+
#input-wrap {
|
| 445 |
+
position: absolute;
|
| 446 |
+
left: 0;
|
| 447 |
+
right: 0;
|
| 448 |
+
bottom: 0;
|
| 449 |
+
background: #e7e163;
|
| 450 |
+
border-top-left-radius: 34px;
|
| 451 |
+
border-top-right-radius: 34px;
|
| 452 |
+
padding: 14px 16px 24px 16px;
|
| 453 |
+
box-sizing: border-box;
|
| 454 |
+
z-index: 20;
|
| 455 |
+
}
|
| 456 |
+
|
| 457 |
+
#input-row {
|
| 458 |
+
display: flex !important;
|
| 459 |
+
align-items: center !important;
|
| 460 |
+
gap: 10px !important;
|
| 461 |
+
}
|
| 462 |
+
|
| 463 |
+
#plus-btn button {
|
| 464 |
+
min-width: 40px !important;
|
| 465 |
+
width: 40px !important;
|
| 466 |
+
height: 40px !important;
|
| 467 |
+
border: none !important;
|
| 468 |
+
background: transparent !important;
|
| 469 |
+
color: #b01773 !important;
|
| 470 |
+
font-size: 42px !important;
|
| 471 |
+
line-height: 1 !important;
|
| 472 |
+
padding: 0 !important;
|
| 473 |
+
box-shadow: none !important;
|
| 474 |
+
}
|
| 475 |
+
|
| 476 |
+
#plus-btn button:hover {
|
| 477 |
+
background: transparent !important;
|
| 478 |
+
}
|
| 479 |
+
|
| 480 |
+
#msg-box {
|
| 481 |
+
flex: 1 !important;
|
| 482 |
+
background: transparent !important;
|
| 483 |
+
border: none !important;
|
| 484 |
+
box-shadow: none !important;
|
| 485 |
+
}
|
| 486 |
+
|
| 487 |
+
#msg-box textarea {
|
| 488 |
+
border: none !important;
|
| 489 |
+
border-radius: 999px !important;
|
| 490 |
+
min-height: 46px !important;
|
| 491 |
+
max-height: 90px !important;
|
| 492 |
+
padding: 10px 18px !important;
|
| 493 |
+
background: #f5f5f5 !important;
|
| 494 |
+
color: #111 !important;
|
| 495 |
+
font-size: 16px !important;
|
| 496 |
+
box-shadow: none !important;
|
| 497 |
+
}
|
| 498 |
+
|
| 499 |
+
#send-btn button {
|
| 500 |
+
min-width: 44px !important;
|
| 501 |
+
width: 44px !important;
|
| 502 |
+
height: 44px !important;
|
| 503 |
+
border: none !important;
|
| 504 |
+
background: transparent !important;
|
| 505 |
+
color: #b01773 !important;
|
| 506 |
+
font-size: 30px !important;
|
| 507 |
+
padding: 0 !important;
|
| 508 |
+
box-shadow: none !important;
|
| 509 |
+
}
|
| 510 |
+
|
| 511 |
+
#send-btn button:hover {
|
| 512 |
+
background: transparent !important;
|
| 513 |
+
}
|
| 514 |
+
|
| 515 |
+
#home-bar {
|
| 516 |
+
position: absolute;
|
| 517 |
+
left: 50%;
|
| 518 |
+
transform: translateX(-50%);
|
| 519 |
+
bottom: 8px;
|
| 520 |
+
width: 120px;
|
| 521 |
+
height: 7px;
|
| 522 |
+
border-radius: 999px;
|
| 523 |
+
background: #000;
|
| 524 |
+
z-index: 30;
|
| 525 |
+
}
|
| 526 |
+
|
| 527 |
+
/* external controls */
|
| 528 |
+
#actions-wrap {
|
| 529 |
+
width: 430px;
|
| 530 |
+
max-width: 95vw;
|
| 531 |
+
margin: 12px auto 0 auto;
|
| 532 |
+
display: flex;
|
| 533 |
+
justify-content: center;
|
| 534 |
+
gap: 12px;
|
| 535 |
+
}
|
| 536 |
+
|
| 537 |
+
#clear-btn button {
|
| 538 |
+
border-radius: 999px !important;
|
| 539 |
+
}
|
| 540 |
+
|
| 541 |
+
/* hide footer */
|
| 542 |
+
footer {
|
| 543 |
+
display: none !important;
|
| 544 |
+
}
|
| 545 |
+
"""
|
| 546 |
+
|
| 547 |
+
|
| 548 |
+
# ---------------------------------------------------
|
| 549 |
+
# UI
|
| 550 |
+
# ---------------------------------------------------
|
| 551 |
with gr.Blocks() as demo:
|
| 552 |
+
history_state = gr.State([])
|
| 553 |
+
|
| 554 |
+
with gr.Column(elem_id="app-wrap"):
|
| 555 |
+
with gr.Column(elem_id="phone-shell"):
|
| 556 |
+
gr.HTML(
|
| 557 |
+
"""
|
| 558 |
+
<div id="top-decor">
|
| 559 |
+
<div class="notch"></div>
|
| 560 |
+
<div class="speaker"></div>
|
| 561 |
+
<div class="camera"></div>
|
| 562 |
+
</div>
|
| 563 |
+
"""
|
| 564 |
+
)
|
| 565 |
+
|
| 566 |
+
gr.HTML(make_logo_html(), elem_id="logo-holder")
|
| 567 |
+
|
| 568 |
+
chat_view = gr.HTML(render_chat_html([]), elem_id="chat-render")
|
| 569 |
+
|
| 570 |
+
with gr.Row(elem_id="input-wrap"):
|
| 571 |
+
with gr.Row(elem_id="input-row"):
|
| 572 |
+
plus_btn = gr.Button("+", elem_id="plus-btn")
|
| 573 |
+
msg = gr.Textbox(
|
| 574 |
+
placeholder="Escribe tu mensaje...",
|
| 575 |
+
show_label=False,
|
| 576 |
+
lines=1,
|
| 577 |
+
elem_id="msg-box",
|
| 578 |
+
container=False,
|
| 579 |
+
scale=8,
|
| 580 |
+
)
|
| 581 |
+
send = gr.Button("➤", elem_id="send-btn", scale=1)
|
| 582 |
+
|
| 583 |
+
gr.HTML('<div id="home-bar"></div>')
|
| 584 |
+
|
| 585 |
+
with gr.Row(elem_id="actions-wrap"):
|
| 586 |
+
clear_btn = gr.Button("Clear Chat", elem_id="clear-btn")
|
| 587 |
+
|
| 588 |
+
plus_btn.click(noop, inputs=[], outputs=[])
|
| 589 |
+
|
| 590 |
+
msg.submit(
|
| 591 |
+
respond,
|
| 592 |
+
inputs=[msg, history_state],
|
| 593 |
+
outputs=[history_state, chat_view, msg],
|
| 594 |
+
)
|
| 595 |
+
|
| 596 |
+
send.click(
|
| 597 |
+
respond,
|
| 598 |
+
inputs=[msg, history_state],
|
| 599 |
+
outputs=[history_state, chat_view, msg],
|
| 600 |
+
)
|
| 601 |
+
|
| 602 |
+
clear_btn.click(
|
| 603 |
+
clear_chat,
|
| 604 |
+
inputs=[],
|
| 605 |
+
outputs=[history_state, chat_view],
|
| 606 |
)
|
| 607 |
|
| 608 |
if __name__ == "__main__":
|
| 609 |
+
demo.launch(css=CUSTOM_CSS)
|